{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "71ae75e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install chromadb\n",
    "#!pip install sentence_transformers"
   ]
  },
  {
   "attachments": {
    "13.png": {
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    }
   },
   "cell_type": "markdown",
   "id": "318a581d",
   "metadata": {},
   "source": [
    "![13.png](attachment:13.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "506c8ac2",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain.document_loaders import TextLoader\n",
    "from langchain.text_splitter import CharacterTextSplitter\n",
    "from langchain.embeddings import OpenAIEmbeddings\n",
    "from langchain.vectorstores import Chroma\n",
    "from langchain.chains import RetrievalQA\n",
    "from langchain.embeddings.sentence_transformer import SentenceTransformerEmbeddings"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b9a5bd0",
   "metadata": {},
   "source": [
    "## Document loaders\n",
    "#### Load documents from many different sources"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e90f9494",
   "metadata": {},
   "outputs": [],
   "source": [
    "loader = TextLoader('Sample.txt')\n",
    "documents = loader.load()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3a0d7cae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(documents)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cbd3497c",
   "metadata": {},
   "source": [
    "## Document transformers\n",
    "#### Split document and drop redundant documents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5a303b65",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Created a chunk of size 486, which is longer than the specified 200\n",
      "Created a chunk of size 426, which is longer than the specified 200\n",
      "Created a chunk of size 419, which is longer than the specified 200\n",
      "Created a chunk of size 498, which is longer than the specified 200\n",
      "Created a chunk of size 319, which is longer than the specified 200\n",
      "Created a chunk of size 436, which is longer than the specified 200\n",
      "Created a chunk of size 309, which is longer than the specified 200\n",
      "Created a chunk of size 365, which is longer than the specified 200\n",
      "Created a chunk of size 288, which is longer than the specified 200\n",
      "Created a chunk of size 320, which is longer than the specified 200\n",
      "Created a chunk of size 354, which is longer than the specified 200\n",
      "Created a chunk of size 263, which is longer than the specified 200\n",
      "Created a chunk of size 339, which is longer than the specified 200\n",
      "Created a chunk of size 338, which is longer than the specified 200\n",
      "Created a chunk of size 366, which is longer than the specified 200\n"
     ]
    }
   ],
   "source": [
    "text_splitter = CharacterTextSplitter (chunk_size=200,\n",
    "chunk_overlap=0)\n",
    "\n",
    "texts= text_splitter.split_documents(documents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e681a303",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "19"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(texts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "70aa90fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Document(page_content='India, officially known as the Republic of India, is a diverse and vibrant country located in South Asia. With a rich history spanning thousands of years, India is known for its cultural heritage, religious diversity, and vast landscapes. From the majestic Himalayas in the north to the serene backwaters of Kerala in the south, India encompasses a wide range of geographical features, including deserts, plains, mountains, and coastlines, making it a land of incredible natural beauty.', metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content='India is the seventh-largest country by land area and the second-most populous country in the world, with a population exceeding 1.3 billion people. It is a federal parliamentary democratic republic, with a president as the head of state and a prime minister as the head of government. The country follows a multi-tiered administrative structure, with 28 states and 9 union territories, each having its own elected government.', metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content=\"India has a rich cultural heritage that has evolved over thousands of years. It is home to various religions, including Hinduism, Islam, Christianity, Sikhism, Buddhism, and Jainism, among others. These religions coexist harmoniously, contributing to India's multicultural fabric. Festivals like Diwali, Eid, Christmas, and Holi are celebrated with great enthusiasm and bring people from different communities together.\", metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content=\"The history of India is characterized by ancient civilizations, invasions, and the establishment of powerful empires. The Indus Valley Civilization, one of the world's oldest urban civilizations, flourished in the northwestern part of the Indian subcontinent around 2500 BCE. Over the centuries, India witnessed the rise and fall of several dynasties, including the Maurya, Gupta, and Mughal empires. The Mughal period, in particular, left a lasting impact on Indian culture, art, and architecture.\", metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content=\"India's struggle for independence from British colonial rule is a significant chapter in its history. Led by Mahatma Gandhi and other freedom fighters, the non-violent resistance movement gained momentum and eventually led to India's independence on August 15, 1947. This day is celebrated annually as Independence Day.\", metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content=\"India's economy is one of the fastest-growing in the world. It has transitioned from an agrarian economy to a service-oriented and industrialized economy. The country is known for its software and information technology services, pharmaceuticals, textiles, agriculture, and manufacturing sectors. Major cities like Mumbai, Delhi, Bangalore, and Chennai are hubs of business and commerce, attracting investments and fostering innovation.\", metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content='Delhi is the capital of India', metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content='However, India also faces various socio-economic challenges. Poverty, income inequality, and unemployment are persistent issues that the country strives to address. Efforts are being made to improve education, healthcare, infrastructure, and social welfare programs to uplift marginalized sections of society.', metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content='Education plays a vital role in India, with a strong emphasis on academic excellence. The country has a vast network of schools, colleges, and universities, producing a large number of graduates every year. Indian professionals have made significant contributions in various fields globally, particularly in science, technology, engineering, and mathematics (STEM).', metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content='The Indian film industry, popularly known as Bollywood, is a global phenomenon, producing the largest number of films annually. Indian cinema reflects the diversity and cultural richness of the country and has a massive following both within India and among the Indian diaspora worldwide.', metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content='Indian cuisine is renowned for its flavors, spices, and regional specialties. Each state has its own culinary traditions, offering a wide range of vegetarian and non-vegetarian dishes. Indian food has gained international popularity, with dishes like curry, biryani, dosa, and tandoori being enjoyed by people worldwide.', metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content='The Indian rupee is the official currency in the Republic of India. The rupee is subdivided into 100 paise. The issuance of the currency is controlled by the Reserve Bank of India.', metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content='The Indian rupee sign (â‚¹) is the currency symbol for the Indian rupee the official currency of India', metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content=\"Tourism is a significant contributor to India's economy. The country attracts millions of visitors each year who come to explore its historical sites, architectural wonders, wildlife sanctuaries, and scenic landscapes. Iconic landmarks such as the Taj Mahal, Jaipur's palaces, Kerala's backwaters, and the beaches of Goa are popular tourist destinations.\", metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content=\"India's cultural heritage is preserved in its ancient monuments and UNESCO World Heritage Sites. From the intricate carvings of Khajuraho temples to the majestic forts of Rajasthan, these architectural marvels reflect India's rich history and artistic traditions.\", metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content=\"India's diversity extends to its languages as well. While Hindi and English are the official languages at the national level, there are 22 officially recognized regional languages, including Bengali, Tamil, Telugu, Marathi, Urdu, Punjabi, and Gujarati, among others. This linguistic diversity is a testament to India's multicultural ethos.\", metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content='In recent years, India has made significant strides in space exploration. The Indian Space Research Organization (ISRO) has successfully launched satellites and missions, including the Mars Orbiter Mission (MOM), also known as Mangalyaan. These achievements have placed India among the elite group of nations with advanced space programs.', metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content=\"India's diplomatic influence is also growing on the global stage. The country actively participates in international forums and has strong bilateral relations with nations around the world. India is a founding member of the Non-Aligned Movement and plays an active role in various international organizations, such as the United Nations and World Trade Organization.\", metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content='In conclusion, India is a vast and diverse country with a rich cultural heritage, stunning landscapes, and a rapidly growing economy. It is a nation where ancient traditions coexist with modern aspirations. Despite its challenges, India continues to evolve and leave an indelible mark on the world, making it a fascinating and dynamic country to explore.', metadata={'source': 'Sample.txt'})]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "texts"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4ef2005",
   "metadata": {},
   "source": [
    "## Text embedding models\n",
    "#### Take unstructured text and turn it into a list of floating point numbers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26535905",
   "metadata": {},
   "source": [
    "<font color='green'>\n",
    "A sentence-transformers model is designed to transform sentences and paragraphs into a high-dimensional vector space of 384 dimensions. This model is particularly useful for tasks such as clustering or semantic search, where the vector representations can be employed to measure similarity and perform efficient retrieval operations.\n",
    "<font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f096f5ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "#import os\n",
    "#os.environ[\"OPENAI_API_KEY\"] = \"\"\n",
    "#embeddings=OpenAIEmbeddings()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bc7d5285",
   "metadata": {},
   "outputs": [],
   "source": [
    "embeddings = SentenceTransformerEmbeddings(model_name=\"all-MiniLM-L6-v2\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7582f346",
   "metadata": {},
   "source": [
    "## Vector stores\n",
    "#### Store and search over embedded data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55e9f5b8",
   "metadata": {},
   "source": [
    "<font color='green'>\n",
    "An AI-native open-source embedding database, designed to make it easy to build LLM apps by making knowledge, facts, and skills pluggable for LLMs. It is free to use under an Apache 2.0 license.\n",
    "<font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de5ae21f",
   "metadata": {},
   "source": [
    "#### Load Embeddings of Text into Chroma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c9359b55",
   "metadata": {},
   "outputs": [],
   "source": [
    "db = Chroma.from_documents(texts, embeddings)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7fc17e4a",
   "metadata": {},
   "source": [
    "#### Let's have a look at embeddings - Numeric representation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "15f7bda4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ids': ['eaee1689-1494-11ee-a762-dcf505fc3b20',\n",
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       "  'eaee168d-1494-11ee-b501-dcf505fc3b20',\n",
       "  'eaee168e-1494-11ee-85bf-dcf505fc3b20',\n",
       "  'eaee168f-1494-11ee-acd1-dcf505fc3b20',\n",
       "  'eaee1690-1494-11ee-a82f-dcf505fc3b20',\n",
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       "  'eaee1698-1494-11ee-b55a-dcf505fc3b20',\n",
       "  'eaee1699-1494-11ee-b3bc-dcf505fc3b20',\n",
       "  'eaee169a-1494-11ee-87ce-dcf505fc3b20',\n",
       "  'eaee3c08-1494-11ee-bf79-dcf505fc3b20'],\n",
       " 'embeddings': [[0.0860704779624939,\n",
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       "   -0.09038074314594269,\n",
       "   -0.028214769437909126,\n",
       "   0.08651214838027954,\n",
       "   0.0341406911611557,\n",
       "   -0.10406916588544846,\n",
       "   -0.020766757428646088,\n",
       "   -0.09609317034482956,\n",
       "   0.015850074589252472,\n",
       "   0.056033603847026825,\n",
       "   0.053848084062337875,\n",
       "   -0.050096895545721054,\n",
       "   -0.013340047560632229,\n",
       "   -0.0794079452753067,\n",
       "   0.06193462759256363,\n",
       "   -0.006663163658231497,\n",
       "   0.02404859848320484,\n",
       "   0.08788438886404037,\n",
       "   0.03153352439403534,\n",
       "   -0.004580050241202116,\n",
       "   -0.020317137241363525]],\n",
       " 'documents': None,\n",
       " 'metadatas': None}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db._collection.get(include=['embeddings'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3abab45",
   "metadata": {},
   "source": [
    "## Retrievers\n",
    "#### Query your data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d4c74fd",
   "metadata": {},
   "source": [
    "<font color='green'>\n",
    "A vector store retriever is a retrieval system that utilizes a vector store to fetch documents. It acts as a simplified interface to the Vector Store class, adapting it to adhere to the Retriever interface. By leveraging the search functionalities provided by the vector store, such as similarity search and Maximal Marginal Relevance (MMR), the vector store retriever conducts queries on the text data contained within the vector store.\n",
    "<font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1eef47b2",
   "metadata": {},
   "source": [
    "<font color='green'>\n",
    "You can also specify 'search kwargs' value k as 1,2,3 ..... to use when doing retrieval.\n",
    "<font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2d515021",
   "metadata": {},
   "outputs": [],
   "source": [
    "retriever = db.as_retriever(search_kwargs={\"k\": 2})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b4833960",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "VectorStoreRetriever(vectorstore=<langchain.vectorstores.chroma.Chroma object at 0x00000149C3124B80>, search_type='similarity', search_kwargs={'k': 2})"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "retriever"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b219839",
   "metadata": {},
   "source": [
    "## Question 1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50afa3fd",
   "metadata": {},
   "source": [
    "<font color='green'>\n",
    "'get_relevant_documents' function gives out the relevant documnets list, based on your choice you can proceed further\n",
    "<font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f3326328",
   "metadata": {},
   "outputs": [],
   "source": [
    "docs = retriever.get_relevant_documents(\"What is the capital of india?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "223234ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Document(page_content='Delhi is the capital of India', metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content='India, officially known as the Republic of India, is a diverse and vibrant country located in South Asia. With a rich history spanning thousands of years, India is known for its cultural heritage, religious diversity, and vast landscapes. From the majestic Himalayas in the north to the serene backwaters of Kerala in the south, India encompasses a wide range of geographical features, including deserts, plains, mountains, and coastlines, making it a land of incredible natural beauty.', metadata={'source': 'Sample.txt'})]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "docs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7edd5ca5",
   "metadata": {},
   "source": [
    "## Question 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "4aab6592",
   "metadata": {},
   "outputs": [],
   "source": [
    "docs = retriever.get_relevant_documents(\"What is the currency india?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "54fdca98",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Document(page_content='The Indian rupee is the official currency in the Republic of India. The rupee is subdivided into 100 paise. The issuance of the currency is controlled by the Reserve Bank of India.', metadata={'source': 'Sample.txt'}),\n",
       " Document(page_content='The Indian rupee sign (â‚¹) is the currency symbol for the Indian rupee the official currency of India', metadata={'source': 'Sample.txt'})]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "docs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a6eb850b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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